Scene Graph Generation

A scene graph is a structured representation of an image, where nodes in a scene graph correspond to object bounding boxes with their object categories, and edges correspond to their pairwise relationships between objects. The task of Scene Graph Generation is to generate a visually-grounded scene graph that most accurately correlates with an image.

Source: Scene Graph Generation by Iterative Message Passing

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 76–100 of 318 papers

Title	Date	Tasks	Status	Hype
Location-Free Scene Graph Generation	Mar 20, 2023	Graph GenerationImage Retrieval	CodeCode Available	1
Fine-Grained Predicates Learning for Scene Graph Generation	Apr 6, 2022	Fine-Grained Image ClassificationGraph Generation	CodeCode Available	1
Exploiting Edge-Oriented Reasoning for 3D Point-based Scene Graph Analysis	Mar 9, 2021	3d scene graph generationgraph construction	CodeCode Available	1
Fine-Grained Scene Graph Generation with Data Transfer	Mar 22, 2022	Graph GenerationPredicate Classification	CodeCode Available	1
HL-Net: Heterophily Learning Network for Scene Graph Generation	May 3, 2022	Graph ClassificationGraph Generation	CodeCode Available	1
A Fair Ranking and New Model for Panoptic Scene Graph Generation	Jul 12, 2024	Graph GenerationPanoptic Scene Graph Generation	CodeCode Available	1
From General to Specific: Informative Scene Graph Generation via Balance Adjustment	Aug 30, 2021	BlockingGraph Generation	CodeCode Available	1
Integrating Object-aware and Interaction-aware Knowledge for Weakly Supervised Scene Graph Generation	Aug 3, 2022	Graph GenerationObject	CodeCode Available	1
Expanding Scene Graph Boundaries: Fully Open-vocabulary Scene Graph Generation via Visual-Concept Alignment and Retention	Nov 18, 2023	Concept AlignmentGraph Generation	CodeCode Available	1
Panoptic Scene Graph Generation with Semantics-Prototype Learning	Jul 28, 2023	Graph GenerationPanoptic Scene Graph Generation	CodeCode Available	1
GeneAnnotator: A Semi-automatic Annotation Tool for Visual Scene Graph	Sep 6, 2021	Graph GenerationGraph Learning	CodeCode Available	1
CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation	Sep 16, 2020	Graph GenerationScene Graph Generation	CodeCode Available	1
HiLo: Exploiting High Low Frequency Relations for Unbiased Panoptic Scene Graph Generation	Mar 28, 2023	Panoptic Scene Graph GenerationScene Graph Generation	CodeCode Available	1
Knowledge-Embedded Routing Network for Scene Graph Generation	Mar 8, 2019	Graph GenerationScene Graph Generation	CodeCode Available	1
Generative Compositional Augmentations for Scene Graph Prediction	Jul 11, 2020	Graph GenerationLanguage Modelling	CodeCode Available	1
GPS-Net: Graph Property Sensing Network for Scene Graph Generation	Mar 29, 2020	Graph GenerationScene Graph Generation	CodeCode Available	1
Biasing Like Human: A Cognitive Bias Framework for Scene Graph Generation	Mar 17, 2022	Graph GenerationPredicate Classification	CodeCode Available	1
Graph Density-Aware Losses for Novel Compositions in Scene Graph Generation	May 17, 2020	Graph GenerationScene Graph Generation	CodeCode Available	1
Graphical Contrastive Losses for Scene Graph Parsing	Mar 7, 2019	Relationship DetectionScene Graph Generation	CodeCode Available	1
Learning Visual Commonsense for Robust Scene Graph Generation	Jun 17, 2020	Graph GenerationScene Graph Generation	CodeCode Available	1
One-shot Scene Graph Generation	Feb 22, 2022	Graph GenerationScene Graph Generation	CodeCode Available	1
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection	Mar 26, 2024	RelationRelationship Detection	CodeCode Available	1
DIFFVSGG: Diffusion-Driven Online Video Scene Graph Generation	Mar 18, 2025	DenoisingGPU	CodeCode Available	1
Bipartite Graph Network with Adaptive Message Passing for Unbiased Scene Graph Generation	Apr 1, 2021	Graph GenerationGraph Neural Network	CodeCode Available	1
SGFormer: Semantic Graph Transformer for Point Cloud-based 3D Scene Graph Generation	Mar 20, 2023	3d scene graph generationGraph Embedding	CodeCode Available	1

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All datasets Visual Genome 4D-OR 3R-Scan VRD GQA MM-OR MS-COCO

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ExpressiveSGG	R@100	39.12	—	Unverified
2	NeuSyRE	R@100	39.1	—	Unverified
3	KnowZRel	zR@100	35.65	—	Unverified
4	SpeaQ (without reweighting)	Recall@50	32.9	—	Unverified
5	SpeaQ (with reweighting)	Recall@50	32.1	—	Unverified
6	Causal-TDE	Recall@50	31.93	—	Unverified
7	SG-EBM	Recall@50	31.74	—	Unverified
8	GPS-Net	Recall@50	28.9	—	Unverified
9	LOGIN	Recall@50	28.2	—	Unverified
10	VCTree	Recall@50	27.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ORacle	F1	0.91	—	Unverified
2	MM2SG	F1	0.9	—	Unverified
3	Pix2SG	F1	0.9	—	Unverified
4	LABRAD-OR	F1	0.88	—	Unverified
5	4D-OR baseline	F1	0.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SceneGraphFusion	Top-5 Accuracy	0.87	—	Unverified
2	3DSSG [Wald2020_3dssg]	Top-5 Accuracy	0.66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FactorizableNet	Recall@50	18.32	—	Unverified
2	VRD	Recall@50	18.16	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KnowZRel	zR@100	29.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MM2SG	Macro F1	0.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NeuSyRE	R@100	38.5	—	Unverified